{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d0efed1-eca7-4470-bed1-a2242b509c12",
   "metadata": {},
   "source": [
    "# Traffic Flow Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa5719e3-a811-4bd8-9119-0c8f85ea3b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_absolute_error, \\\n",
    "                            mean_absolute_percentage_error, \\\n",
    "                            mean_squared_error, root_mean_squared_error, \\\n",
    "                            r2_score\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import TensorDataset, DataLoader, Dataset\n",
    "from torchinfo import summary\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c11eb-8352-4e4d-a697-26d3321fdbd0",
   "metadata": {},
   "source": [
    "## 数据集加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b78edcce-2748-485f-8c1a-c7279566ecbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 358, 1)\n"
     ]
    }
   ],
   "source": [
    "pems03_data = np.load('./PEMS03/pems03.npz')\n",
    "traffic_data = pems03_data['data']\n",
    "print(traffic_data.shape) # 91天*24小时*12(5分钟统计一次流量数据)，探测器数量358，特征数 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4126dcfa-bac5-4c80-a121-c6d77d2d3aa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0] # 第一个探测器的交通流量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "66a9ec89-cad6-4b3e-884d-f8a7d20c119e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.plot(np.arange(len(data)), data, linestyle= '-')\n",
    "fig.autofmt_xdate(rotation= 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19bad8e7-3c57-42ad-8687-49c9988a2095",
   "metadata": {},
   "source": [
    "**Feature Scaling (normalisation)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cba991e2-bddb-49f1-93d5-b9e027e7b25a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skewness: 0.22\n",
      "kurtosis: 2.10\n"
     ]
    }
   ],
   "source": [
    "# 计算偏度\n",
    "skewness = stats.skew(data)\n",
    "print(\"skewness: {:.2f}\".format(skewness))\n",
    "\n",
    "# 计算峰度\n",
    "# fisher=False表示使用Pearson的定义，峰度应该接近 3\n",
    "kurtosis = stats.kurtosis(data, fisher=False)  \n",
    "print(\"kurtosis: {:.2f}\".format(kurtosis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36df36ec-fc4c-4c9d-9235-03c63b2259c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重塑数组\n",
    "data = data.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30dd29f1-2a5c-4c8e-9908-efa900494007",
   "metadata": {},
   "source": [
    "`reshape` 方法用于改变数组的形状。第一个参数 `-1` 表示自动推断该维度的大小，使得数组在保持总元素数量不变的情况下，根据第二个参数的要求进行重塑。第二个参数 `1` 指定了新数组的第二维度为 `1`。举例说明，如果原始的 `data` 是一个一维数组 `[1, 2, 3, 4]`，执行 `data.reshape(-1, 1)` 后，`data` 将变为一个二维数组 `[[1], [2], [3], [4]]`。如果原始的 `data` 是一个二维数组，比如 `[[1, 2], [3, 4]]` ，执行该操作后会将其转换为一个二维数组，其中每个元素都被转换为一个包含单个元素的列表，即 `[[1], [2], [3], [4]]`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9b32433-7556-4418-b7a9-56f3b15dfec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 1)\n"
     ]
    }
   ],
   "source": [
    "# 创建 StandardScaler实例，对特征进行拟合和变换\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(data)\n",
    "print(scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6641cba3-2a9d-4413-a839-6a10e714359d",
   "metadata": {},
   "source": [
    "**构建时间序列数据**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a53a60e9-a92e-4dc6-9dc4-c09d9251761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_steps = 10\n",
    "X_list = []\n",
    "y_list = []\n",
    "\n",
    "for i in range(len(scaled_data) - time_steps):\n",
    "    X_list.append(scaled_data[i:i+time_steps])\n",
    "    y_list.append(scaled_data[i+time_steps])\n",
    "\n",
    "X = np.array(X_list) # [samples, time_steps, num_features]\n",
    "y = np.array(y_list) # [target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00aa96d0-c5e7-4281-b3a8-969402e3711b",
   "metadata": {},
   "source": [
    "上述代码的目的是进行时间序列数据的预处理，将原始的时间序列数据转换为适合机器学习模型输入的格式。具体来说，它通过滑动窗口的方式将时间序列数据分割成多个样本，每个样本包含一定数量的时间步 `time_steps` 的特征数据以及对应的一个目标值。`time_steps`：表示每个样本中包含的时间步数。它决定了模型在预测时考虑的历史数据长度。`X_list`：用于存储分割后的特征数据样本的列表。`y_list`：用于存储每个特征数据样本对应的目标值的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be463ccd-bf3b-436d-9b30-98f5b3d724c7",
   "metadata": {},
   "source": [
    "`X_list.append(features_scaled[i:i + time_steps])`：将从当前位置 `i` 开始，长度为 `time_steps` 的特征数据切片添加到 `X_list` 中。这样就得到了一系列连续的时间步的特征数据样本。\n",
    "`y_list.append(target_scaled[i + time_steps])`：将当前位置 `i + time_steps` 的目标值添加到 `y_list` 中。这个目标值对应于当前特征数据样本之后的一个时间步的目标值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e4e18d38-ab12-4511-a16f-5216593e4f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "samples, time_steps, num_features = X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a1aae5-0177-4b6a-9eaf-4e2a41710dd7",
   "metadata": {},
   "source": [
    "**Data set segmentation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd216f89-d2fa-4fc7-8bf8-b0404ae25fda",
   "metadata": {},
   "source": [
    "`train_test_split` split arrays or matrices into random train and test subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4a46f0c3-e2ed-4c2d-bd97-1cbf062f2a4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20958, 10, 1) (5240, 10, 1) (20958, 1) (5240, 1)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_valid,\\\n",
    "    y_train, y_valid = train_test_split(X, y, \n",
    "                                        test_size=0.2, \n",
    "                                        random_state=45,\n",
    "                                        shuffle=False)\n",
    "print(X_train.shape, X_valid.shape, y_train.shape, y_valid.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c6a8ea-130d-4477-9773-e18dd715552e",
   "metadata": {},
   "source": [
    "**Data set tensor (math.)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "30dc4ba3-7dc1-4ff4-a5df-6acca350a6d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20958, 10, 1]) torch.Size([5240, 10, 1]) torch.Size([20958, 1]) torch.Size([5240, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_valid_tensor = torch.from_numpy(X_valid).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1, 1)\n",
    "y_valid_tensor = torch.from_numpy(y_valid).type(torch.Tensor).view(-1, 1)\n",
    "\n",
    "print(X_train_tensor.shape, X_valid_tensor.shape, y_train_tensor.shape, y_valid_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f66a4be-85f9-411e-ad8d-b899d21c07af",
   "metadata": {},
   "source": [
    "`.type(torch.Tensor)` 确保张量的数据类型为标准的 `torch.Tensor` 类型，`.view(-1, 1)` 对张量进行维度调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0afc6239-355c-4f34-b3ed-41d53d3ea3b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataHandler(Dataset):\n",
    "    def __init__(self, X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor):\n",
    "        self.X_train_tensor = X_train_tensor\n",
    "        self.y_train_tensor = y_train_tensor\n",
    "        self.X_valid_tensor = X_valid_tensor\n",
    "        self.y_valid_tensor = y_valid_tensor\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.X_train_tensor)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        sample = self.X_train_tensor[idx]\n",
    "        labels = self.y_train_tensor[idx]\n",
    "        return sample, labels\n",
    "        \n",
    "    def train_loader(self):\n",
    "        train_dataset = TensorDataset(self.X_train_tensor, self.y_train_tensor)\n",
    "        return DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "\n",
    "    def valid_loader(self):\n",
    "        valid_dataset = TensorDataset(self.X_valid_tensor, self.y_valid_tensor)\n",
    "        return DataLoader(valid_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59df3ed1-4eae-4e7e-a000-1247cf16f1cc",
   "metadata": {},
   "source": [
    "在上述代码中，定义了一个名为 `DataHandler` 的类，它继承自 `torch.utils.data.Dataset`  \n",
    "`__init__` 方法用于接收数据和标签。 \n",
    "`__len__` 方法返回数据集的长度。 \n",
    "`__getitem__` 方法根据给定的索引 `idx` 返回相应的数据样本和标签。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1990b8ab-cd9f-4259-8478-7a9b879c2904",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_handler = DataHandler(X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor)\n",
    "train_loader = data_handler.train_loader()\n",
    "valid_loader = data_handler.valid_loader()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "84a68fec-bee5-4730-9b01-d3d0ee96ad34",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BiGRU_Transformer(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, num_layers, num_heads, output_dim, dropout=0.5):\n",
    "        super(BiGRU_Transformer, self).__init__()\n",
    "        \n",
    "        # BiGRU层\n",
    "        self.bigru = nn.GRU(input_dim, hidden_dim, num_layers, batch_first=True, bidirectional=True)\n",
    "        \n",
    "        # Transformer编码器层\n",
    "        encoder_layer = nn.TransformerEncoderLayer(hidden_dim * 2, num_heads, dim_feedforward=hidden_dim * 4, dropout=dropout, batch_first=True)\n",
    "        self.transformer_encoder = nn.TransformerEncoder(encoder_layer, num_layers=num_layers)\n",
    "        \n",
    "        # 输出层\n",
    "        self.fc = nn.Linear(hidden_dim * 2, output_dim)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # BiGRU输出\n",
    "        bigru_out, _ = self.bigru(x)\n",
    "        \n",
    "        # Transformer输入：由于BiGRU是双向的，所以输出维度是hidden_dim * 2\n",
    "        transformer_input = bigru_out\n",
    "        \n",
    "        # Transformer输出\n",
    "        transformer_out = self.transformer_encoder(transformer_input)\n",
    "        \n",
    "        # 预测输出\n",
    "        output = self.fc(F.relu(transformer_out[:, -1, :]))\n",
    "        \n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6cefb1ab-bd55-4aa9-857e-c1c222124856",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = BiGRU_Transformer(input_dim = num_features, # 输入特征维度\n",
    "                          hidden_dim = 4, \n",
    "                          num_layers = 2, # BiGRU 中 num_layers为 2\n",
    "                          num_heads = 4, \n",
    "                          output_dim = 1)\n",
    "criterion_mse = nn.MSELoss()  # 定义均方误差损失函数\n",
    "criterion_mae = nn.L1Loss()  # 定义平均绝对误差损失\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-04) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76ae0a9e-d0be-4b14-a7ec-0780a8df9207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "===============================================================================================\n",
       "Layer (type:depth-idx)                        Output Shape              Param #\n",
       "===============================================================================================\n",
       "BiGRU_Transformer                             [32, 1]                   --\n",
       "├─GRU: 1-1                                    [32, 10, 8]               504\n",
       "├─TransformerEncoder: 1-2                     [32, 10, 8]               --\n",
       "│    └─ModuleList: 2-1                        --                        --\n",
       "│    │    └─TransformerEncoderLayer: 3-1      [32, 10, 8]               600\n",
       "│    │    └─TransformerEncoderLayer: 3-2      [32, 10, 8]               600\n",
       "├─Linear: 1-3                                 [32, 1]                   9\n",
       "===============================================================================================\n",
       "Total params: 1,713\n",
       "Trainable params: 1,713\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 0.16\n",
       "===============================================================================================\n",
       "Input size (MB): 0.00\n",
       "Forward/backward pass size (MB): 0.02\n",
       "Params size (MB): 0.00\n",
       "Estimated Total Size (MB): 0.02\n",
       "==============================================================================================="
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# batch_size, seq_len(time_steps), input_dim\n",
    "summary(model, (32, time_steps, num_features)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9858c070-63c8-4484-bea5-375c590e5f94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, iterator, optimizer):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.train()  # 确保模型处于训练模式\n",
    "    for batch in iterator:\n",
    "        optimizer.zero_grad()  # 清空梯度\n",
    "        inputs, targets = batch  # 获取输入和目标值\n",
    "        outputs = model(inputs)  # 前向传播\n",
    "\n",
    "        loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "        loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "        combined_loss = loss_mse + loss_mae  # 可以根据需要调整两者的权重\n",
    "\n",
    "        combined_loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "        epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    average_loss_mse = epoch_loss_mse / len(iterator)  # 计算平均损失\n",
    "    average_loss_mae = epoch_loss_mae / len(iterator)\n",
    "\n",
    "    return average_loss_mse, average_loss_mae"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8eb6c86-fa82-4464-be0a-a744704fe689",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `train` 的函数，用于训练给定的模型。它接收模型、数据迭代器、优化器作为参数，并返回训练过程中的平均损失。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d5d89a8c-5322-459a-803c-16d53714398d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(model, iterator):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式，例如关闭 Dropout 等\n",
    "    with torch.no_grad():  # 不需要计算梯度\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            outputs = model(inputs)  # 前向传播\n",
    "\n",
    "            loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "            loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "            epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "            epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    return epoch_loss_mse / len(iterator), epoch_loss_mae / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c22781c-cecd-45dc-8f91-3d0a60f12027",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `evaluate` 的函数，用于评估给定模型在给定数据迭代器上的性能。它接收模型、数据迭代器作为参数，并返回评估过程中的平均损失。这个函数通常在模型训练的过程中定期被调用，以监控模型在验证集或测试集上的性能。通过评估模型的性能，可以了解模型的泛化能力和训练的进展情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f6400c3d-9e4f-48ce-a6ca-1963760a4435",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01, Train MSELoss: 0.70975, Train MAELoss: 0.695, Val. MSELoss: 0.26577, Val. MAELoss: 0.393\n",
      "Epoch: 02, Train MSELoss: 0.28766, Train MAELoss: 0.416, Val. MSELoss: 0.13546, Val. MAELoss: 0.274\n",
      "Epoch: 03, Train MSELoss: 0.16416, Train MAELoss: 0.303, Val. MSELoss: 0.09691, Val. MAELoss: 0.227\n",
      "Epoch: 04, Train MSELoss: 0.11143, Train MAELoss: 0.245, Val. MSELoss: 0.06800, Val. MAELoss: 0.189\n",
      "Epoch: 05, Train MSELoss: 0.07999, Train MAELoss: 0.207, Val. MSELoss: 0.04967, Val. MAELoss: 0.162\n",
      "Epoch: 06, Train MSELoss: 0.06418, Train MAELoss: 0.185, Val. MSELoss: 0.04263, Val. MAELoss: 0.151\n",
      "Epoch: 07, Train MSELoss: 0.05447, Train MAELoss: 0.172, Val. MSELoss: 0.03869, Val. MAELoss: 0.144\n",
      "Epoch: 08, Train MSELoss: 0.04968, Train MAELoss: 0.163, Val. MSELoss: 0.03733, Val. MAELoss: 0.141\n",
      "Epoch: 09, Train MSELoss: 0.04713, Train MAELoss: 0.159, Val. MSELoss: 0.03616, Val. MAELoss: 0.139\n",
      "Epoch: 10, Train MSELoss: 0.04447, Train MAELoss: 0.155, Val. MSELoss: 0.03497, Val. MAELoss: 0.137\n",
      "Epoch: 11, Train MSELoss: 0.04293, Train MAELoss: 0.151, Val. MSELoss: 0.03460, Val. MAELoss: 0.136\n",
      "Epoch: 12, Train MSELoss: 0.04230, Train MAELoss: 0.150, Val. MSELoss: 0.03419, Val. MAELoss: 0.135\n",
      "Epoch: 13, Train MSELoss: 0.04132, Train MAELoss: 0.148, Val. MSELoss: 0.03390, Val. MAELoss: 0.134\n",
      "Epoch: 14, Train MSELoss: 0.04081, Train MAELoss: 0.147, Val. MSELoss: 0.03368, Val. MAELoss: 0.134\n",
      "Epoch: 15, Train MSELoss: 0.03999, Train MAELoss: 0.145, Val. MSELoss: 0.03394, Val. MAELoss: 0.134\n",
      "Epoch: 16, Train MSELoss: 0.03971, Train MAELoss: 0.145, Val. MSELoss: 0.03343, Val. MAELoss: 0.133\n",
      "Epoch: 17, Train MSELoss: 0.03907, Train MAELoss: 0.144, Val. MSELoss: 0.03328, Val. MAELoss: 0.133\n",
      "Epoch: 18, Train MSELoss: 0.03902, Train MAELoss: 0.143, Val. MSELoss: 0.03318, Val. MAELoss: 0.133\n",
      "Epoch: 19, Train MSELoss: 0.03878, Train MAELoss: 0.144, Val. MSELoss: 0.03325, Val. MAELoss: 0.133\n",
      "Epoch: 20, Train MSELoss: 0.03849, Train MAELoss: 0.143, Val. MSELoss: 0.03322, Val. MAELoss: 0.133\n",
      "Epoch: 21, Train MSELoss: 0.03829, Train MAELoss: 0.142, Val. MSELoss: 0.03401, Val. MAELoss: 0.134\n",
      "Epoch: 22, Train MSELoss: 0.03805, Train MAELoss: 0.142, Val. MSELoss: 0.03304, Val. MAELoss: 0.132\n",
      "Epoch: 23, Train MSELoss: 0.03765, Train MAELoss: 0.141, Val. MSELoss: 0.03282, Val. MAELoss: 0.132\n",
      "Epoch: 24, Train MSELoss: 0.03766, Train MAELoss: 0.141, Val. MSELoss: 0.03289, Val. MAELoss: 0.132\n",
      "Epoch: 25, Train MSELoss: 0.03740, Train MAELoss: 0.140, Val. MSELoss: 0.03273, Val. MAELoss: 0.132\n",
      "Epoch: 26, Train MSELoss: 0.03737, Train MAELoss: 0.140, Val. MSELoss: 0.03289, Val. MAELoss: 0.133\n",
      "Epoch: 27, Train MSELoss: 0.03732, Train MAELoss: 0.140, Val. MSELoss: 0.03258, Val. MAELoss: 0.131\n",
      "Epoch: 28, Train MSELoss: 0.03718, Train MAELoss: 0.140, Val. MSELoss: 0.03254, Val. MAELoss: 0.131\n",
      "Epoch: 29, Train MSELoss: 0.03691, Train MAELoss: 0.139, Val. MSELoss: 0.03290, Val. MAELoss: 0.132\n",
      "Epoch: 30, Train MSELoss: 0.03699, Train MAELoss: 0.139, Val. MSELoss: 0.03248, Val. MAELoss: 0.131\n",
      "Epoch: 31, Train MSELoss: 0.03668, Train MAELoss: 0.139, Val. MSELoss: 0.03228, Val. MAELoss: 0.131\n",
      "Epoch: 32, Train MSELoss: 0.03658, Train MAELoss: 0.139, Val. MSELoss: 0.03232, Val. MAELoss: 0.131\n",
      "Epoch: 33, Train MSELoss: 0.03661, Train MAELoss: 0.138, Val. MSELoss: 0.03219, Val. MAELoss: 0.131\n",
      "Epoch: 34, Train MSELoss: 0.03644, Train MAELoss: 0.138, Val. MSELoss: 0.03229, Val. MAELoss: 0.131\n",
      "Epoch: 35, Train MSELoss: 0.03633, Train MAELoss: 0.138, Val. MSELoss: 0.03248, Val. MAELoss: 0.132\n",
      "Epoch: 36, Train MSELoss: 0.03620, Train MAELoss: 0.138, Val. MSELoss: 0.03210, Val. MAELoss: 0.131\n",
      "Epoch: 37, Train MSELoss: 0.03622, Train MAELoss: 0.138, Val. MSELoss: 0.03196, Val. MAELoss: 0.130\n",
      "Epoch: 38, Train MSELoss: 0.03598, Train MAELoss: 0.137, Val. MSELoss: 0.03208, Val. MAELoss: 0.131\n",
      "Epoch: 39, Train MSELoss: 0.03597, Train MAELoss: 0.137, Val. MSELoss: 0.03194, Val. MAELoss: 0.131\n",
      "Epoch: 40, Train MSELoss: 0.03589, Train MAELoss: 0.137, Val. MSELoss: 0.03187, Val. MAELoss: 0.130\n",
      "Epoch: 41, Train MSELoss: 0.03568, Train MAELoss: 0.137, Val. MSELoss: 0.03183, Val. MAELoss: 0.130\n",
      "Epoch: 42, Train MSELoss: 0.03566, Train MAELoss: 0.137, Val. MSELoss: 0.03170, Val. MAELoss: 0.130\n",
      "Epoch: 43, Train MSELoss: 0.03567, Train MAELoss: 0.136, Val. MSELoss: 0.03159, Val. MAELoss: 0.130\n",
      "Epoch: 44, Train MSELoss: 0.03561, Train MAELoss: 0.137, Val. MSELoss: 0.03179, Val. MAELoss: 0.130\n",
      "Epoch: 45, Train MSELoss: 0.03565, Train MAELoss: 0.137, Val. MSELoss: 0.03171, Val. MAELoss: 0.131\n",
      "Epoch: 46, Train MSELoss: 0.03531, Train MAELoss: 0.136, Val. MSELoss: 0.03150, Val. MAELoss: 0.130\n",
      "Epoch: 47, Train MSELoss: 0.03543, Train MAELoss: 0.136, Val. MSELoss: 0.03166, Val. MAELoss: 0.130\n",
      "Epoch: 48, Train MSELoss: 0.03551, Train MAELoss: 0.136, Val. MSELoss: 0.03168, Val. MAELoss: 0.130\n",
      "Epoch: 49, Train MSELoss: 0.03536, Train MAELoss: 0.136, Val. MSELoss: 0.03155, Val. MAELoss: 0.130\n",
      "Epoch: 50, Train MSELoss: 0.03534, Train MAELoss: 0.136, Val. MSELoss: 0.03142, Val. MAELoss: 0.130\n",
      "Epoch: 51, Train MSELoss: 0.03535, Train MAELoss: 0.136, Val. MSELoss: 0.03141, Val. MAELoss: 0.130\n",
      "Epoch: 52, Train MSELoss: 0.03525, Train MAELoss: 0.136, Val. MSELoss: 0.03145, Val. MAELoss: 0.130\n",
      "Epoch: 53, Train MSELoss: 0.03537, Train MAELoss: 0.136, Val. MSELoss: 0.03130, Val. MAELoss: 0.129\n",
      "Epoch: 54, Train MSELoss: 0.03521, Train MAELoss: 0.136, Val. MSELoss: 0.03131, Val. MAELoss: 0.129\n",
      "Epoch: 55, Train MSELoss: 0.03524, Train MAELoss: 0.136, Val. MSELoss: 0.03143, Val. MAELoss: 0.129\n",
      "Epoch: 56, Train MSELoss: 0.03521, Train MAELoss: 0.136, Val. MSELoss: 0.03123, Val. MAELoss: 0.129\n",
      "Epoch: 57, Train MSELoss: 0.03514, Train MAELoss: 0.136, Val. MSELoss: 0.03149, Val. MAELoss: 0.130\n",
      "Epoch: 58, Train MSELoss: 0.03512, Train MAELoss: 0.135, Val. MSELoss: 0.03132, Val. MAELoss: 0.129\n",
      "Epoch: 59, Train MSELoss: 0.03501, Train MAELoss: 0.135, Val. MSELoss: 0.03123, Val. MAELoss: 0.129\n",
      "Epoch: 60, Train MSELoss: 0.03504, Train MAELoss: 0.135, Val. MSELoss: 0.03180, Val. MAELoss: 0.130\n",
      "Epoch: 61, Train MSELoss: 0.03507, Train MAELoss: 0.136, Val. MSELoss: 0.03121, Val. MAELoss: 0.129\n",
      "Epoch: 62, Train MSELoss: 0.03506, Train MAELoss: 0.135, Val. MSELoss: 0.03150, Val. MAELoss: 0.130\n",
      "Epoch: 63, Train MSELoss: 0.03488, Train MAELoss: 0.135, Val. MSELoss: 0.03113, Val. MAELoss: 0.129\n",
      "Epoch: 64, Train MSELoss: 0.03498, Train MAELoss: 0.135, Val. MSELoss: 0.03132, Val. MAELoss: 0.129\n",
      "Epoch: 65, Train MSELoss: 0.03499, Train MAELoss: 0.135, Val. MSELoss: 0.03124, Val. MAELoss: 0.130\n",
      "Epoch: 66, Train MSELoss: 0.03496, Train MAELoss: 0.135, Val. MSELoss: 0.03129, Val. MAELoss: 0.130\n",
      "Epoch: 67, Train MSELoss: 0.03475, Train MAELoss: 0.135, Val. MSELoss: 0.03108, Val. MAELoss: 0.129\n",
      "Epoch: 68, Train MSELoss: 0.03497, Train MAELoss: 0.135, Val. MSELoss: 0.03121, Val. MAELoss: 0.129\n",
      "Epoch: 69, Train MSELoss: 0.03493, Train MAELoss: 0.135, Val. MSELoss: 0.03123, Val. MAELoss: 0.129\n",
      "Epoch: 70, Train MSELoss: 0.03483, Train MAELoss: 0.135, Val. MSELoss: 0.03146, Val. MAELoss: 0.130\n",
      "Epoch: 71, Train MSELoss: 0.03478, Train MAELoss: 0.135, Val. MSELoss: 0.03133, Val. MAELoss: 0.130\n",
      "Epoch: 72, Train MSELoss: 0.03488, Train MAELoss: 0.135, Val. MSELoss: 0.03099, Val. MAELoss: 0.129\n",
      "Epoch: 73, Train MSELoss: 0.03504, Train MAELoss: 0.135, Val. MSELoss: 0.03100, Val. MAELoss: 0.129\n",
      "Epoch: 74, Train MSELoss: 0.03472, Train MAELoss: 0.135, Val. MSELoss: 0.03116, Val. MAELoss: 0.129\n",
      "Epoch: 75, Train MSELoss: 0.03479, Train MAELoss: 0.135, Val. MSELoss: 0.03123, Val. MAELoss: 0.129\n",
      "Epoch: 76, Train MSELoss: 0.03482, Train MAELoss: 0.135, Val. MSELoss: 0.03139, Val. MAELoss: 0.129\n",
      "Epoch: 77, Train MSELoss: 0.03481, Train MAELoss: 0.135, Val. MSELoss: 0.03105, Val. MAELoss: 0.129\n",
      "Epoch: 78, Train MSELoss: 0.03469, Train MAELoss: 0.134, Val. MSELoss: 0.03140, Val. MAELoss: 0.130\n",
      "Epoch: 79, Train MSELoss: 0.03478, Train MAELoss: 0.135, Val. MSELoss: 0.03109, Val. MAELoss: 0.129\n",
      "Epoch: 80, Train MSELoss: 0.03471, Train MAELoss: 0.135, Val. MSELoss: 0.03100, Val. MAELoss: 0.129\n",
      "Epoch: 81, Train MSELoss: 0.03478, Train MAELoss: 0.135, Val. MSELoss: 0.03090, Val. MAELoss: 0.129\n",
      "Epoch: 82, Train MSELoss: 0.03459, Train MAELoss: 0.135, Val. MSELoss: 0.03096, Val. MAELoss: 0.129\n",
      "Epoch: 83, Train MSELoss: 0.03476, Train MAELoss: 0.135, Val. MSELoss: 0.03093, Val. MAELoss: 0.129\n",
      "Epoch: 84, Train MSELoss: 0.03465, Train MAELoss: 0.134, Val. MSELoss: 0.03175, Val. MAELoss: 0.131\n",
      "Epoch: 85, Train MSELoss: 0.03459, Train MAELoss: 0.134, Val. MSELoss: 0.03138, Val. MAELoss: 0.130\n",
      "Epoch: 86, Train MSELoss: 0.03461, Train MAELoss: 0.134, Val. MSELoss: 0.03115, Val. MAELoss: 0.129\n",
      "Epoch: 87, Train MSELoss: 0.03474, Train MAELoss: 0.135, Val. MSELoss: 0.03102, Val. MAELoss: 0.129\n",
      "Epoch: 88, Train MSELoss: 0.03471, Train MAELoss: 0.134, Val. MSELoss: 0.03105, Val. MAELoss: 0.129\n",
      "Epoch: 89, Train MSELoss: 0.03471, Train MAELoss: 0.135, Val. MSELoss: 0.03087, Val. MAELoss: 0.129\n",
      "Epoch: 90, Train MSELoss: 0.03445, Train MAELoss: 0.134, Val. MSELoss: 0.03116, Val. MAELoss: 0.129\n",
      "Epoch: 91, Train MSELoss: 0.03464, Train MAELoss: 0.134, Val. MSELoss: 0.03133, Val. MAELoss: 0.129\n",
      "Epoch: 92, Train MSELoss: 0.03459, Train MAELoss: 0.134, Val. MSELoss: 0.03082, Val. MAELoss: 0.128\n",
      "Epoch: 93, Train MSELoss: 0.03467, Train MAELoss: 0.135, Val. MSELoss: 0.03080, Val. MAELoss: 0.128\n",
      "Epoch: 94, Train MSELoss: 0.03462, Train MAELoss: 0.134, Val. MSELoss: 0.03114, Val. MAELoss: 0.129\n",
      "Epoch: 95, Train MSELoss: 0.03474, Train MAELoss: 0.134, Val. MSELoss: 0.03115, Val. MAELoss: 0.129\n",
      "Epoch: 96, Train MSELoss: 0.03459, Train MAELoss: 0.135, Val. MSELoss: 0.03081, Val. MAELoss: 0.129\n",
      "Epoch: 97, Train MSELoss: 0.03454, Train MAELoss: 0.134, Val. MSELoss: 0.03102, Val. MAELoss: 0.129\n",
      "Epoch: 98, Train MSELoss: 0.03471, Train MAELoss: 0.134, Val. MSELoss: 0.03079, Val. MAELoss: 0.129\n",
      "Epoch: 99, Train MSELoss: 0.03449, Train MAELoss: 0.134, Val. MSELoss: 0.03083, Val. MAELoss: 0.128\n",
      "Epoch: 100, Train MSELoss: 0.03462, Train MAELoss: 0.134, Val. MSELoss: 0.03079, Val. MAELoss: 0.128\n"
     ]
    }
   ],
   "source": [
    "epoch = 100\n",
    "train_mselosses = []\n",
    "valid_mselosses = []\n",
    "train_maelosses = []\n",
    "valid_maelosses = []\n",
    "\n",
    "for epoch in range(epoch):\n",
    "    train_loss_mse, train_loss_mae = train(model, train_loader, optimizer)\n",
    "    valid_loss_mse, valid_loss_mae = evaluate(model, valid_loader)\n",
    "    \n",
    "    train_mselosses.append(train_loss_mse)\n",
    "    valid_mselosses.append(valid_loss_mse)\n",
    "    train_maelosses.append(train_loss_mae)\n",
    "    valid_maelosses.append(valid_loss_mae)\n",
    "    \n",
    "    print(f'Epoch: {epoch+1:02}, Train MSELoss: {train_loss_mse:.5f}, Train MAELoss: {train_loss_mae:.3f}, Val. MSELoss: {valid_loss_mse:.5f}, Val. MAELoss: {valid_loss_mae:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c5c1b8-1851-4845-a1bf-a324eeb25930",
   "metadata": {},
   "source": [
    "Plotting training and validation loss over epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "760cfece-1586-4f1b-8be5-6a5d1dbc32ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制 MSE损失图\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(train_mselosses, label='Train MSELoss')\n",
    "plt.plot(valid_mselosses, label='Validation MSELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MSELoss')\n",
    "plt.title('Train and Validation MSELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 绘制 MAE损失图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(train_maelosses, label='Train MAELoss')\n",
    "plt.plot(valid_maelosses, label='Validation MAELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MAELoss')\n",
    "plt.title('Train and Validation MAELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2320df4d-34d9-423a-baae-c3a4eba4243f",
   "metadata": {},
   "source": [
    "Model evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb05680-5029-43d5-8603-206b83bfb03c",
   "metadata": {},
   "source": [
    "定义预测函数 `prediction` 以方便调用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "033d6a20-c878-4a5a-9ccd-061146dd5f3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 prediction函数\n",
    "def prediction(model, iterator): \n",
    "    all_targets = []\n",
    "    all_predictions = []\n",
    "\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            predictions = model(inputs)\n",
    "            \n",
    "            all_targets.extend(targets.numpy())\n",
    "            all_predictions.extend(predictions.numpy())\n",
    "    return all_targets, all_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d69be6-a911-4cc9-a6c3-ab6870df76f3",
   "metadata": {},
   "source": [
    "这段代码定义了一个名为 `prediction` 的函数，其主要目的是使用给定的模型对输入数据进行预测，并收集所有的目标值和预测值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "251b793b-20c8-4a73-bcb0-88490d206204",
   "metadata": {},
   "source": [
    "**验证集预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c2fd8a57-d32a-48dd-aa71-6ba02a772036",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型预测\n",
    "targets, predictions = prediction(model, valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "36a30856-f88b-4455-9815-75381fd901ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "denormalized_targets = scaler.inverse_transform(targets)\n",
    "denormalized_predictions = scaler.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "03068da2-c682-4f29-bb00-1de70cb1c915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[100.00000053],\n",
       "       [ 96.99999976],\n",
       "       [ 96.00000103],\n",
       "       [ 82.99999921],\n",
       "       [ 77.00000225],\n",
       "       [ 84.00000023],\n",
       "       [ 81.00000175],\n",
       "       [ 76.00000123],\n",
       "       [ 80.00000073],\n",
       "       [ 82.99999921]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "denormalized_targets[0:10, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fdb34f40-c63c-4d41-9d4e-23fc325dd5ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.title('Comparison of validation set prediction results')\n",
    "plt.plot(denormalized_targets, color='blue',label='Actual Value')\n",
    "plt.plot(denormalized_predictions, color='orange', label='Valid Value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b430808-b522-4951-9622-c17f29143c25",
   "metadata": {},
   "source": [
    "**回归拟合图**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064df01a-a5a3-49e5-b84e-a669a5d94464",
   "metadata": {},
   "source": [
    "`regplot()` 函数绘制数据图并拟合线性回归模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "363da4ac-7a1e-4f29-8854-e28386e4e7ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5), dpi=100)\n",
    "sns.regplot(x=denormalized_targets, y=denormalized_predictions, scatter=True, marker=\"*\", color='orange',line_kws={'color': 'red'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c2a77b-921c-4007-aa36-b3a781a99a59",
   "metadata": {},
   "source": [
    "**评估指标**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49242ad7-b1fa-495f-a155-3f57f5b2d8d9",
   "metadata": {},
   "source": [
    "通过调用 `sklearn.metrics` 模块中的 `mean_absolute_error` `mean_absolute_percentage_error` `mean_squared_error` `root_mean_squared_error` `r2_score` 函数来评估模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0f6b2984-df04-45c6-879c-bff640996c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.1283\n",
      "MAPE: 49.7623%\n",
      "MSE: 0.0308\n",
      "RMSE: 0.1755\n",
      "R²: 0.9674\n"
     ]
    }
   ],
   "source": [
    "mae = mean_absolute_error(targets, predictions)\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(targets, predictions)\n",
    "print(f\"MAPE: {mape * 100:.4f}%\")\n",
    "\n",
    "mse = mean_squared_error(targets, predictions)\n",
    "print(f\"MSE: {mse:.4f}\")\n",
    "\n",
    "rmse = root_mean_squared_error(targets, predictions)\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "r2 = r2_score(targets, predictions)\n",
    "print(f\"R²: {r2:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da5f02f4-1cac-4d92-b869-ee535945609c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
